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Machine Learning is key to the new wave of Artificial Intelligence. We are studying the emerging discipline of Machine Learning Engineering by investigating best practices for developing software systems that include ML components. Early results show that larger teams tend to adopt more engineering practices by Machine Learning engineering teams. Larger teams are more likely to adopt these practices, while basic practices are only applied by more experienced teams in larger organizations. Early research results indicate that these practices enjoy much greater adoption in tech companies and non-tech companies.